Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 274 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 34.4 KiB |
| Average record size in memory | 128.5 B |
Variable types
| NUM | 16 |
|---|
W_FEMALE is highly correlated with AA_FEMALE and 4 other fields | High correlation |
AA_FEMALE is highly correlated with W_FEMALE and 4 other fields | High correlation |
MALE is highly correlated with FEMALE | High correlation |
FEMALE is highly correlated with MALE | High correlation |
AA_MALE is highly correlated with AA_FEMALE and 4 other fields | High correlation |
W_MALE is highly correlated with AA_FEMALE and 4 other fields | High correlation |
H_MALE is highly correlated with H_Female and 1 other fields | High correlation |
H_Female is highly correlated with H_MALE and 1 other fields | High correlation |
AA is highly correlated with AA_FEMALE and 4 other fields | High correlation |
H is highly correlated with H_Female and 1 other fields | High correlation |
W is highly correlated with AA_FEMALE and 4 other fields | High correlation |
df_index has unique values | Unique |
ECONOMICALLY_DISADVANTAGED has unique values | Unique |
AA has unique values | Unique |
H_Female has 3 (1.1%) zeros | Zeros |
AA_FEMALE has 7 (2.6%) zeros | Zeros |
W_FEMALE has 4 (1.5%) zeros | Zeros |
AA_MALE has 6 (2.2%) zeros | Zeros |
W_MALE has 4 (1.5%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-09 15:22:22.927035 |
|---|---|
| Analysis finished | 2020-11-09 15:23:04.573594 |
| Duration | 41.65 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 274 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 160.7664234 |
|---|---|
| Minimum | 0 |
| Maximum | 326 |
| Zeros | 1 |
| Zeros (%) | 0.4% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.65 |
| Q1 | 84.5 |
| median | 158.5 |
| Q3 | 233.75 |
| 95-th percentile | 308.35 |
| Maximum | 326 |
| Range | 326 |
| Interquartile range (IQR) | 149.25 |
Descriptive statistics
| Standard deviation | 93.42704057 |
|---|---|
| Coefficient of variation (CV) | 0.5811352807 |
| Kurtosis | -1.110136404 |
| Mean | 160.7664234 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 0.04738561112 |
| Sum | 44050 |
| Variance | 8728.611909 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 326 | 1 | 0.4% | |
| 114 | 1 | 0.4% | |
| 106 | 1 | 0.4% | |
| 107 | 1 | 0.4% | |
| 110 | 1 | 0.4% | |
| 111 | 1 | 0.4% | |
| 112 | 1 | 0.4% | |
| 113 | 1 | 0.4% | |
| 115 | 1 | 0.4% | |
| 84 | 1 | 0.4% | |
| Other values (264) | 264 | 96.4% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.4% | |
| 1 | 1 | 0.4% | |
| 2 | 1 | 0.4% | |
| 3 | 1 | 0.4% | |
| 5 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 326 | 1 | 0.4% | |
| 324 | 1 | 0.4% | |
| 320 | 1 | 0.4% | |
| 319 | 1 | 0.4% | |
| 318 | 1 | 0.4% |
grad_rate
Real number (ℝ≥0)
| Distinct | 31 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9193430657 |
|---|---|
| Minimum | 0.6 |
| Maximum | 0.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 0.793 |
| Q1 | 0.91 |
| median | 0.94 |
| Q3 | 0.96 |
| 95-th percentile | 0.98 |
| Maximum | 0.99 |
| Range | 0.39 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.06428763637 |
|---|---|
| Coefficient of variation (CV) | 0.06992779819 |
| Kurtosis | 6.034400229 |
| Mean | 0.9193430657 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | -2.207208413 |
| Sum | 251.9 |
| Variance | 0.00413290019 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.96 | 34 | 12.4% | |
| 0.94 | 33 | 12.0% | |
| 0.92 | 28 | 10.2% | |
| 0.97 | 27 | 9.9% | |
| 0.93 | 21 | 7.7% | |
| 0.98 | 19 | 6.9% | |
| 0.95 | 19 | 6.9% | |
| 0.91 | 17 | 6.2% | |
| 0.9 | 14 | 5.1% | |
| 0.88 | 10 | 3.6% | |
| Other values (21) | 52 | 19.0% |
| Value | Count | Frequency (%) | |
| 0.6 | 1 | 0.4% | |
| 0.64 | 1 | 0.4% | |
| 0.65 | 1 | 0.4% | |
| 0.66 | 1 | 0.4% | |
| 0.69 | 2 | 0.7% |
| Value | Count | Frequency (%) | |
| 0.99 | 8 | 2.9% | |
| 0.98 | 19 | 6.9% | |
| 0.97 | 27 | 9.9% | |
| 0.96 | 34 | 12.4% | |
| 0.95 | 19 | 6.9% |
TOTAL
Real number (ℝ≥0)
| Distinct | 258 |
|---|---|
| Distinct (%) | 94.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 899.0510949 |
|---|---|
| Minimum | 51 |
| Maximum | 2295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 292.5 |
| Q1 | 495.5 |
| median | 781 |
| Q3 | 1209.5 |
| 95-th percentile | 1975.35 |
| Maximum | 2295 |
| Range | 2244 |
| Interquartile range (IQR) | 714 |
Descriptive statistics
| Standard deviation | 529.0765169 |
|---|---|
| Coefficient of variation (CV) | 0.5884832574 |
| Kurtosis | -0.003577587333 |
| Mean | 899.0510949 |
| Median Absolute Deviation (MAD) | 336.5 |
| Skewness | 0.8382575572 |
| Sum | 246340 |
| Variance | 279921.9607 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1667 | 2 | 0.7% | |
| 707 | 2 | 0.7% | |
| 914 | 2 | 0.7% | |
| 1313 | 2 | 0.7% | |
| 1566 | 2 | 0.7% | |
| 407 | 2 | 0.7% | |
| 818 | 2 | 0.7% | |
| 488 | 2 | 0.7% | |
| 533 | 2 | 0.7% | |
| 847 | 2 | 0.7% | |
| Other values (248) | 254 | 92.7% |
| Value | Count | Frequency (%) | |
| 51 | 1 | 0.4% | |
| 67 | 1 | 0.4% | |
| 70 | 1 | 0.4% | |
| 88 | 1 | 0.4% | |
| 109 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2295 | 1 | 0.4% | |
| 2288 | 1 | 0.4% | |
| 2287 | 1 | 0.4% | |
| 2280 | 1 | 0.4% | |
| 2270 | 1 | 0.4% |
| Distinct | 274 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.300536294 |
|---|---|
| Minimum | 0.007798440312 |
| Maximum | 0.7301854975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.007798440312 |
|---|---|
| 5-th percentile | 0.07012489762 |
| Q1 | 0.2160937819 |
| median | 0.2848396719 |
| Q3 | 0.3726889426 |
| 95-th percentile | 0.6004016121 |
| Maximum | 0.7301854975 |
| Range | 0.7223870572 |
| Interquartile range (IQR) | 0.1565951607 |
Descriptive statistics
| Standard deviation | 0.1439897892 |
|---|---|
| Coefficient of variation (CV) | 0.4791094854 |
| Kurtosis | 0.8521391807 |
| Mean | 0.300536294 |
| Median Absolute Deviation (MAD) | 0.08037259227 |
| Skewness | 0.6724567369 |
| Sum | 82.34694454 |
| Variance | 0.02073305938 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.3333333333 | 1 | 0.4% | |
| 0.2578947368 | 1 | 0.4% | |
| 0.3344671202 | 1 | 0.4% | |
| 0.451951952 | 1 | 0.4% | |
| 0.3866995074 | 1 | 0.4% | |
| 0.2585278276 | 1 | 0.4% | |
| 0.6640159046 | 1 | 0.4% | |
| 0.2873563218 | 1 | 0.4% | |
| 0.06024096386 | 1 | 0.4% | |
| 0.3781512605 | 1 | 0.4% | |
| Other values (264) | 264 | 96.4% |
| Value | Count | Frequency (%) | |
| 0.007798440312 | 1 | 0.4% | |
| 0.01066816395 | 1 | 0.4% | |
| 0.01557093426 | 1 | 0.4% | |
| 0.02506963788 | 1 | 0.4% | |
| 0.02869518138 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.7301854975 | 1 | 0.4% | |
| 0.7094155844 | 1 | 0.4% | |
| 0.7093275488 | 1 | 0.4% | |
| 0.7069672131 | 1 | 0.4% | |
| 0.7020648968 | 1 | 0.4% |
| Distinct | 270 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4866550785 |
|---|---|
| Minimum | 0.3769230769 |
| Maximum | 0.6342592593 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.3769230769 |
|---|---|
| 5-th percentile | 0.4494149496 |
| Q1 | 0.470782921 |
| median | 0.4848192924 |
| Q3 | 0.4995584072 |
| 95-th percentile | 0.5255219019 |
| Maximum | 0.6342592593 |
| Range | 0.2573361823 |
| Interquartile range (IQR) | 0.02877548616 |
Descriptive statistics
| Standard deviation | 0.02781375505 |
|---|---|
| Coefficient of variation (CV) | 0.05715291236 |
| Kurtosis | 5.813975732 |
| Mean | 0.4866550785 |
| Median Absolute Deviation (MAD) | 0.01430102395 |
| Skewness | 0.8353810051 |
| Sum | 133.3434915 |
| Variance | 0.0007736049702 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.4821428571 | 3 | 1.1% | |
| 0.5 | 2 | 0.7% | |
| 0.5217391304 | 2 | 0.7% | |
| 0.5223880597 | 1 | 0.4% | |
| 0.4784580499 | 1 | 0.4% | |
| 0.4756446991 | 1 | 0.4% | |
| 0.4988207547 | 1 | 0.4% | |
| 0.4942307692 | 1 | 0.4% | |
| 0.4916958042 | 1 | 0.4% | |
| 0.4935530086 | 1 | 0.4% | |
| Other values (260) | 260 | 94.9% |
| Value | Count | Frequency (%) | |
| 0.3769230769 | 1 | 0.4% | |
| 0.3926701571 | 1 | 0.4% | |
| 0.3954983923 | 1 | 0.4% | |
| 0.4323607427 | 1 | 0.4% | |
| 0.4414587332 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.6342592593 | 1 | 0.4% | |
| 0.6078431373 | 1 | 0.4% | |
| 0.5968992248 | 1 | 0.4% | |
| 0.5909090909 | 1 | 0.4% | |
| 0.5507745267 | 1 | 0.4% |
| Distinct | 267 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0317168896 |
|---|---|
| Minimum | 0 |
| Maximum | 0.1456456456 |
| Zeros | 3 |
| Zeros (%) | 1.1% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.004916775423 |
| Q1 | 0.01225668271 |
| median | 0.02237745799 |
| Q3 | 0.04139505921 |
| 95-th percentile | 0.09101435569 |
| Maximum | 0.1456456456 |
| Range | 0.1456456456 |
| Interquartile range (IQR) | 0.0291383765 |
Descriptive statistics
| Standard deviation | 0.02855525981 |
|---|---|
| Coefficient of variation (CV) | 0.9003171552 |
| Kurtosis | 2.85184275 |
| Mean | 0.0317168896 |
| Median Absolute Deviation (MAD) | 0.01261517554 |
| Skewness | 1.68160521 |
| Sum | 8.690427749 |
| Variance | 0.000815402863 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3 | 1.1% | |
| 0.009900990099 | 3 | 1.1% | |
| 0.005025125628 | 2 | 0.7% | |
| 0.01061007958 | 2 | 0.7% | |
| 0.003752345216 | 2 | 0.7% | |
| 0.02611940299 | 1 | 0.4% | |
| 0.0203962704 | 1 | 0.4% | |
| 0.1286727457 | 1 | 0.4% | |
| 0.01768707483 | 1 | 0.4% | |
| 0.006756756757 | 1 | 0.4% | |
| Other values (257) | 257 | 93.8% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 1.1% | |
| 0.002118644068 | 1 | 0.4% | |
| 0.002277904328 | 1 | 0.4% | |
| 0.002364066194 | 1 | 0.4% | |
| 0.003174603175 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.1456456456 | 1 | 0.4% | |
| 0.142118863 | 1 | 0.4% | |
| 0.1379928315 | 1 | 0.4% | |
| 0.1364485981 | 1 | 0.4% | |
| 0.1286727457 | 1 | 0.4% |
| Distinct | 265 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09746139994 |
|---|---|
| Minimum | 0 |
| Maximum | 0.5059101655 |
| Zeros | 7 |
| Zeros (%) | 2.6% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.003269976174 |
| Q1 | 0.01092482284 |
| median | 0.03167731867 |
| Q3 | 0.1147580841 |
| 95-th percentile | 0.4485075408 |
| Maximum | 0.5059101655 |
| Range | 0.5059101655 |
| Interquartile range (IQR) | 0.1038332613 |
Descriptive statistics
| Standard deviation | 0.136320012 |
|---|---|
| Coefficient of variation (CV) | 1.398707715 |
| Kurtosis | 1.818536173 |
| Mean | 0.09746139994 |
| Median Absolute Deviation (MAD) | 0.02573200705 |
| Skewness | 1.740154777 |
| Sum | 26.70442358 |
| Variance | 0.01858314566 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 7 | 2.6% | |
| 0.01047120419 | 2 | 0.7% | |
| 0.003496503497 | 2 | 0.7% | |
| 0.01098901099 | 2 | 0.7% | |
| 0.02059925094 | 1 | 0.4% | |
| 0.04022988506 | 1 | 0.4% | |
| 0.06287227002 | 1 | 0.4% | |
| 0.1846153846 | 1 | 0.4% | |
| 0.008278145695 | 1 | 0.4% | |
| 0.03049907579 | 1 | 0.4% | |
| Other values (255) | 255 | 93.1% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 2.6% | |
| 0.000761614623 | 1 | 0.4% | |
| 0.001422475107 | 1 | 0.4% | |
| 0.001964636542 | 1 | 0.4% | |
| 0.002415458937 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.5059101655 | 1 | 0.4% | |
| 0.4991735537 | 1 | 0.4% | |
| 0.487091222 | 1 | 0.4% | |
| 0.4837310195 | 1 | 0.4% | |
| 0.4826923077 | 1 | 0.4% |
| Distinct | 270 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.347509595 |
|---|---|
| Minimum | 0 |
| Maximum | 0.568627451 |
| Zeros | 4 |
| Zeros (%) | 1.5% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01057688583 |
| Q1 | 0.3077527687 |
| median | 0.400431284 |
| Q3 | 0.4444444444 |
| 95-th percentile | 0.4756571742 |
| Maximum | 0.568627451 |
| Range | 0.568627451 |
| Interquartile range (IQR) | 0.1366916758 |
Descriptive statistics
| Standard deviation | 0.1425755446 |
|---|---|
| Coefficient of variation (CV) | 0.4102780087 |
| Kurtosis | 0.5858519064 |
| Mean | 0.347509595 |
| Median Absolute Deviation (MAD) | 0.05457110692 |
| Skewness | -1.312720513 |
| Sum | 95.21762902 |
| Variance | 0.02032778592 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 4 | 1.5% | |
| 0.4444444444 | 2 | 0.7% | |
| 0.4583333333 | 1 | 0.4% | |
| 0.4211123723 | 1 | 0.4% | |
| 0.2664092664 | 1 | 0.4% | |
| 0.3516483516 | 1 | 0.4% | |
| 0.03660130719 | 1 | 0.4% | |
| 0.02786994028 | 1 | 0.4% | |
| 0.4418604651 | 1 | 0.4% | |
| 0.4223140496 | 1 | 0.4% | |
| Other values (260) | 260 | 94.9% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 1.5% | |
| 0.001488095238 | 1 | 0.4% | |
| 0.001721170396 | 1 | 0.4% | |
| 0.003305785124 | 1 | 0.4% | |
| 0.003350083752 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.568627451 | 1 | 0.4% | |
| 0.537037037 | 1 | 0.4% | |
| 0.5194805195 | 1 | 0.4% | |
| 0.5113636364 | 1 | 0.4% | |
| 0.4945652174 | 1 | 0.4% |
| Distinct | 270 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5133449215 |
|---|---|
| Minimum | 0.3657407407 |
| Maximum | 0.6230769231 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.3657407407 |
|---|---|
| 5-th percentile | 0.4744780981 |
| Q1 | 0.5004415928 |
| median | 0.5151807076 |
| Q3 | 0.529217079 |
| 95-th percentile | 0.5505850504 |
| Maximum | 0.6230769231 |
| Range | 0.2573361823 |
| Interquartile range (IQR) | 0.02877548616 |
Descriptive statistics
| Standard deviation | 0.02781375505 |
|---|---|
| Coefficient of variation (CV) | 0.05418141661 |
| Kurtosis | 5.813975732 |
| Mean | 0.5133449215 |
| Median Absolute Deviation (MAD) | 0.01430102395 |
| Skewness | -0.8353810051 |
| Sum | 140.6565085 |
| Variance | 0.0007736049702 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.5178571429 | 3 | 1.1% | |
| 0.5 | 2 | 0.7% | |
| 0.4782608696 | 2 | 0.7% | |
| 0.4776119403 | 1 | 0.4% | |
| 0.4949324324 | 1 | 0.4% | |
| 0.515960534 | 1 | 0.4% | |
| 0.5348837209 | 1 | 0.4% | |
| 0.5515151515 | 1 | 0.4% | |
| 0.503045067 | 1 | 0.4% | |
| 0.5085348506 | 1 | 0.4% | |
| Other values (260) | 260 | 94.9% |
| Value | Count | Frequency (%) | |
| 0.3657407407 | 1 | 0.4% | |
| 0.3921568627 | 1 | 0.4% | |
| 0.4031007752 | 1 | 0.4% | |
| 0.4090909091 | 1 | 0.4% | |
| 0.4492254733 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.6230769231 | 1 | 0.4% | |
| 0.6073298429 | 1 | 0.4% | |
| 0.6045016077 | 1 | 0.4% | |
| 0.5676392573 | 1 | 0.4% | |
| 0.5585412668 | 1 | 0.4% |
| Distinct | 269 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09633370213 |
|---|---|
| Minimum | 0 |
| Maximum | 0.4923076923 |
| Zeros | 6 |
| Zeros (%) | 2.2% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00244639585 |
| Q1 | 0.01324664532 |
| median | 0.0315673677 |
| Q3 | 0.1185361989 |
| 95-th percentile | 0.4202412158 |
| Maximum | 0.4923076923 |
| Range | 0.4923076923 |
| Interquartile range (IQR) | 0.1052895536 |
Descriptive statistics
| Standard deviation | 0.1300508889 |
|---|---|
| Coefficient of variation (CV) | 1.350004059 |
| Kurtosis | 1.617592882 |
| Mean | 0.09633370213 |
| Median Absolute Deviation (MAD) | 0.02605436016 |
| Skewness | 1.678505241 |
| Sum | 26.39543438 |
| Variance | 0.01691323371 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 6 | 2.2% | |
| 0.009328358209 | 1 | 0.4% | |
| 0.1430317848 | 1 | 0.4% | |
| 0.03537414966 | 1 | 0.4% | |
| 0.4323995128 | 1 | 0.4% | |
| 0.08016443988 | 1 | 0.4% | |
| 0.02702702703 | 1 | 0.4% | |
| 0.06032482599 | 1 | 0.4% | |
| 0.0202020202 | 1 | 0.4% | |
| 0.05013192612 | 1 | 0.4% | |
| Other values (259) | 259 | 94.5% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 2.2% | |
| 0.001468428781 | 1 | 0.4% | |
| 0.001715265866 | 1 | 0.4% | |
| 0.001869158879 | 1 | 0.4% | |
| 0.002012072435 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.4923076923 | 1 | 0.4% | |
| 0.4837310195 | 1 | 0.4% | |
| 0.4799054374 | 1 | 0.4% | |
| 0.4707792208 | 1 | 0.4% | |
| 0.4692622951 | 1 | 0.4% |
| Distinct | 271 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3723870294 |
|---|---|
| Minimum | 0 |
| Maximum | 0.5916230366 |
| Zeros | 4 |
| Zeros (%) | 1.5% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01409107695 |
| Q1 | 0.3252798921 |
| median | 0.4262484301 |
| Q3 | 0.4762438546 |
| 95-th percentile | 0.5128214399 |
| Maximum | 0.5916230366 |
| Range | 0.5916230366 |
| Interquartile range (IQR) | 0.1509639625 |
Descriptive statistics
| Standard deviation | 0.1491323037 |
|---|---|
| Coefficient of variation (CV) | 0.400476633 |
| Kurtosis | 0.6767079372 |
| Mean | 0.3723870294 |
| Median Absolute Deviation (MAD) | 0.06283740013 |
| Skewness | -1.319189683 |
| Sum | 102.0340461 |
| Variance | 0.02224044402 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 4 | 1.5% | |
| 0.4722222222 | 1 | 0.4% | |
| 0.03660130719 | 1 | 0.4% | |
| 0.4971857411 | 1 | 0.4% | |
| 0.4667832168 | 1 | 0.4% | |
| 0.3809753742 | 1 | 0.4% | |
| 0.008849557522 | 1 | 0.4% | |
| 0.4174372523 | 1 | 0.4% | |
| 0.3692307692 | 1 | 0.4% | |
| 0.4374501992 | 1 | 0.4% | |
| Other values (261) | 261 | 95.3% |
| Value | Count | Frequency (%) | |
| 0 | 4 | 1.5% | |
| 0.002169197397 | 1 | 0.4% | |
| 0.004268292683 | 1 | 0.4% | |
| 0.004872107186 | 1 | 0.4% | |
| 0.005025125628 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.5916230366 | 1 | 0.4% | |
| 0.5527831094 | 1 | 0.4% | |
| 0.5466237942 | 1 | 0.4% | |
| 0.5409836066 | 1 | 0.4% | |
| 0.5289855072 | 1 | 0.4% |
| Distinct | 269 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03471910726 |
|---|---|
| Minimum | 0 |
| Maximum | 0.1516516517 |
| Zeros | 2 |
| Zeros (%) | 0.7% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00573019802 |
| Q1 | 0.01302910053 |
| median | 0.02407224087 |
| Q3 | 0.04294699012 |
| 95-th percentile | 0.1038768791 |
| Maximum | 0.1516516517 |
| Range | 0.1516516517 |
| Interquartile range (IQR) | 0.02991788959 |
Descriptive statistics
| Standard deviation | 0.03089980028 |
|---|---|
| Coefficient of variation (CV) | 0.8899940903 |
| Kurtosis | 2.178286383 |
| Mean | 0.03471910726 |
| Median Absolute Deviation (MAD) | 0.01329585626 |
| Skewness | 1.606962231 |
| Sum | 9.51303539 |
| Variance | 0.0009547976574 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.02272727273 | 3 | 1.1% | |
| 0 | 2 | 0.7% | |
| 0.02197802198 | 2 | 0.7% | |
| 0.02027027027 | 2 | 0.7% | |
| 0.03639973527 | 1 | 0.4% | |
| 0.1189427313 | 1 | 0.4% | |
| 0.01083032491 | 1 | 0.4% | |
| 0.01271186441 | 1 | 0.4% | |
| 0.05128205128 | 1 | 0.4% | |
| 0.03587736464 | 1 | 0.4% | |
| Other values (259) | 259 | 94.5% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.7% | |
| 0.001860465116 | 1 | 0.4% | |
| 0.001919385797 | 1 | 0.4% | |
| 0.002375296912 | 1 | 0.4% | |
| 0.003154574132 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.1516516517 | 1 | 0.4% | |
| 0.1457943925 | 1 | 0.4% | |
| 0.1369509044 | 1 | 0.4% | |
| 0.1352583587 | 1 | 0.4% | |
| 0.1291314374 | 1 | 0.4% |
| Distinct | 274 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1937951021 |
|---|---|
| Minimum | 0 |
| Maximum | 0.9858156028 |
| Zeros | 1 |
| Zeros (%) | 0.4% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.006665047686 |
| Q1 | 0.02429001063 |
| median | 0.06092491054 |
| Q3 | 0.2266699516 |
| 95-th percentile | 0.8496860431 |
| Maximum | 0.9858156028 |
| Range | 0.9858156028 |
| Interquartile range (IQR) | 0.202379941 |
Descriptive statistics
| Standard deviation | 0.2655563184 |
|---|---|
| Coefficient of variation (CV) | 1.370294273 |
| Kurtosis | 1.684171124 |
| Mean | 0.1937951021 |
| Median Absolute Deviation (MAD) | 0.05097637134 |
| Skewness | 1.70383473 |
| Sum | 53.09985797 |
| Variance | 0.07052015825 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.006944444444 | 1 | 0.4% | |
| 0.04153354633 | 1 | 0.4% | |
| 0.06658668266 | 1 | 0.4% | |
| 0.152014652 | 1 | 0.4% | |
| 0.03588516746 | 1 | 0.4% | |
| 0.3 | 1 | 0.4% | |
| 0.1316526611 | 1 | 0.4% | |
| 0.006756756757 | 1 | 0.4% | |
| 0.03438789546 | 1 | 0.4% | |
| 0.05986394558 | 1 | 0.4% | |
| Other values (264) | 264 | 96.4% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.4% | |
| 0.001468428781 | 1 | 0.4% | |
| 0.003300330033 | 1 | 0.4% | |
| 0.003610108303 | 1 | 0.4% | |
| 0.003838771593 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.9858156028 | 1 | 0.4% | |
| 0.975 | 1 | 0.4% | |
| 0.967462039 | 1 | 0.4% | |
| 0.9454545455 | 1 | 0.4% | |
| 0.9426229508 | 1 | 0.4% |
| Distinct | 271 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06643599686 |
|---|---|
| Minimum | 0.003278688525 |
| Maximum | 0.2972972973 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.003278688525 |
|---|---|
| 5-th percentile | 0.01174597142 |
| Q1 | 0.0255879455 |
| median | 0.04615904401 |
| Q3 | 0.08572051646 |
| 95-th percentile | 0.1898096288 |
| Maximum | 0.2972972973 |
| Range | 0.2940186088 |
| Interquartile range (IQR) | 0.06013257095 |
Descriptive statistics
| Standard deviation | 0.05859129269 |
|---|---|
| Coefficient of variation (CV) | 0.8819208782 |
| Kurtosis | 2.554858757 |
| Mean | 0.06643599686 |
| Median Absolute Deviation (MAD) | 0.02466137016 |
| Skewness | 1.663912078 |
| Sum | 18.20346314 |
| Variance | 0.003432939579 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.03921568627 | 2 | 0.7% | |
| 0.02040816327 | 2 | 0.7% | |
| 0.02702702703 | 2 | 0.7% | |
| 0.05037313433 | 1 | 0.4% | |
| 0.02364864865 | 1 | 0.4% | |
| 0.1806136681 | 1 | 0.4% | |
| 0.05688622754 | 1 | 0.4% | |
| 0.1296296296 | 1 | 0.4% | |
| 0.02108433735 | 1 | 0.4% | |
| 0.06660323501 | 1 | 0.4% | |
| Other values (261) | 261 | 95.3% |
| Value | Count | Frequency (%) | |
| 0.003278688525 | 1 | 0.4% | |
| 0.003289473684 | 1 | 0.4% | |
| 0.00575815739 | 1 | 0.4% | |
| 0.007125890736 | 1 | 0.4% | |
| 0.007504690432 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.2972972973 | 1 | 0.4% | |
| 0.2822429907 | 1 | 0.4% | |
| 0.2790697674 | 1 | 0.4% | |
| 0.2639311044 | 1 | 0.4% | |
| 0.2535842294 | 1 | 0.4% |
| Distinct | 273 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7198966244 |
|---|---|
| Minimum | 0.001488095238 |
| Maximum | 0.9901315789 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 0.001488095238 |
|---|---|
| 5-th percentile | 0.02386058938 |
| Q1 | 0.6283667945 |
| median | 0.8340800387 |
| Q3 | 0.9234737521 |
| 95-th percentile | 0.9675899899 |
| Maximum | 0.9901315789 |
| Range | 0.9886434837 |
| Interquartile range (IQR) | 0.2951069576 |
Descriptive statistics
| Standard deviation | 0.2879347468 |
|---|---|
| Coefficient of variation (CV) | 0.3999667967 |
| Kurtosis | 0.75010646 |
| Mean | 0.7198966244 |
| Median Absolute Deviation (MAD) | 0.1066515087 |
| Skewness | -1.398612485 |
| Sum | 197.2516751 |
| Variance | 0.08290641844 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.9464285714 | 2 | 0.7% | |
| 0.9123134328 | 1 | 0.4% | |
| 0.9611111111 | 1 | 0.4% | |
| 0.6275659824 | 1 | 0.4% | |
| 0.7228116711 | 1 | 0.4% | |
| 0.1228878648 | 1 | 0.4% | |
| 0.911227154 | 1 | 0.4% | |
| 0.8422273782 | 1 | 0.4% | |
| 0.8203592814 | 1 | 0.4% | |
| 0.9573820396 | 1 | 0.4% | |
| Other values (263) | 263 | 96.0% |
| Value | Count | Frequency (%) | |
| 0.001488095238 | 1 | 0.4% | |
| 0.001721170396 | 1 | 0.4% | |
| 0.002169197397 | 1 | 0.4% | |
| 0.004728132388 | 1 | 0.4% | |
| 0.004872107186 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 0.9901315789 | 1 | 0.4% | |
| 0.9884836852 | 1 | 0.4% | |
| 0.9840348331 | 1 | 0.4% | |
| 0.9805194805 | 1 | 0.4% | |
| 0.9803278689 | 1 | 0.4% |
Expend_per_pupil
Real number (ℝ≥0)
| Distinct | 273 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9582.177774 |
|---|---|
| Minimum | 5304.33 |
| Maximum | 18582.45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | 5304.33 |
|---|---|
| 5-th percentile | 7715.3585 |
| Q1 | 8420.035 |
| median | 9222.975 |
| Q3 | 10528.88 |
| 95-th percentile | 12620.0375 |
| Maximum | 18582.45 |
| Range | 13278.12 |
| Interquartile range (IQR) | 2108.845 |
Descriptive statistics
| Standard deviation | 1727.361673 |
|---|---|
| Coefficient of variation (CV) | 0.1802681722 |
| Kurtosis | 4.902725219 |
| Mean | 9582.177774 |
| Median Absolute Deviation (MAD) | 921.435 |
| Skewness | 1.427940412 |
| Sum | 2625516.71 |
| Variance | 2983778.348 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5449.59 | 2 | 0.7% | |
| 10789.43 | 1 | 0.4% | |
| 9016.75 | 1 | 0.4% | |
| 8266.13 | 1 | 0.4% | |
| 12407.37 | 1 | 0.4% | |
| 8364.25 | 1 | 0.4% | |
| 8652.22 | 1 | 0.4% | |
| 11513.85 | 1 | 0.4% | |
| 9136.43 | 1 | 0.4% | |
| 8923.33 | 1 | 0.4% | |
| Other values (263) | 263 | 96.0% |
| Value | Count | Frequency (%) | |
| 5304.33 | 1 | 0.4% | |
| 5449.59 | 2 | 0.7% | |
| 5541.14 | 1 | 0.4% | |
| 6174.93 | 1 | 0.4% | |
| 6949.99 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 18582.45 | 1 | 0.4% | |
| 18237.58 | 1 | 0.4% | |
| 15288.42 | 1 | 0.4% | |
| 14988.88 | 1 | 0.4% | |
| 14322.38 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | grad_rate | TOTAL | ECONOMICALLY_DISADVANTAGED | FEMALE | H_Female | AA_FEMALE | W_FEMALE | MALE | AA_MALE | W_MALE | H_MALE | AA | H | W | Expend_per_pupil | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0.96 | 1075 | 0.247442 | 0.482791 | 0.008372 | 0.002791 | 0.465116 | 0.517209 | 0.007442 | 0.500465 | 0.001860 | 0.010233 | 0.010233 | 0.965581 | 9171.37 |
| 1 | 1 | 0.95 | 1120 | 0.339286 | 0.451786 | 0.010714 | 0.020536 | 0.409821 | 0.548214 | 0.019643 | 0.505357 | 0.016071 | 0.040179 | 0.026786 | 0.915179 | 9523.76 |
| 2 | 2 | 0.92 | 1406 | 0.199858 | 0.491465 | 0.044097 | 0.070413 | 0.351351 | 0.508535 | 0.085349 | 0.346373 | 0.046942 | 0.155761 | 0.091038 | 0.697724 | 12546.31 |
| 3 | 3 | 0.98 | 481 | 0.193347 | 0.442827 | 0.037422 | 0.016632 | 0.382536 | 0.557173 | 0.027027 | 0.482328 | 0.037422 | 0.043659 | 0.074844 | 0.864865 | 9106.97 |
| 4 | 5 | 0.91 | 534 | 0.237828 | 0.488764 | 0.056180 | 0.020599 | 0.408240 | 0.511236 | 0.022472 | 0.423221 | 0.059925 | 0.043071 | 0.116105 | 0.831461 | 8279.85 |
| 5 | 6 | 0.94 | 637 | 0.326531 | 0.486656 | 0.006279 | 0.010989 | 0.461538 | 0.513344 | 0.028257 | 0.463108 | 0.012559 | 0.039246 | 0.018838 | 0.924647 | 9673.19 |
| 6 | 7 | 0.93 | 515 | 0.386408 | 0.448544 | 0.021359 | 0.009709 | 0.415534 | 0.551456 | 0.007767 | 0.489320 | 0.038835 | 0.017476 | 0.060194 | 0.904854 | 10027.42 |
| 7 | 8 | 0.93 | 1396 | 0.207736 | 0.493553 | 0.035817 | 0.009312 | 0.437679 | 0.506447 | 0.014327 | 0.449140 | 0.033668 | 0.023639 | 0.069484 | 0.886819 | 9268.68 |
| 8 | 9 | 0.93 | 1667 | 0.151170 | 0.499700 | 0.017397 | 0.008398 | 0.469106 | 0.500300 | 0.017397 | 0.457109 | 0.018596 | 0.025795 | 0.035993 | 0.926215 | 8945.95 |
| 9 | 10 | 0.99 | 682 | 0.218475 | 0.469208 | 0.051320 | 0.117302 | 0.281525 | 0.530792 | 0.121701 | 0.346041 | 0.043988 | 0.239003 | 0.095308 | 0.627566 | 11480.54 |
Last rows
| df_index | grad_rate | TOTAL | ECONOMICALLY_DISADVANTAGED | FEMALE | H_Female | AA_FEMALE | W_FEMALE | MALE | AA_MALE | W_MALE | H_MALE | AA | H | W | Expend_per_pupil | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 264 | 313 | 0.98 | 166 | 0.060241 | 0.542169 | 0.036145 | 0.012048 | 0.463855 | 0.457831 | 0.024096 | 0.391566 | 0.024096 | 0.036145 | 0.060241 | 0.855422 | 11230.73 |
| 265 | 314 | 0.97 | 1082 | 0.032348 | 0.479667 | 0.026802 | 0.030499 | 0.388170 | 0.520333 | 0.037893 | 0.406654 | 0.035120 | 0.068392 | 0.061922 | 0.794824 | 8390.27 |
| 266 | 315 | 0.98 | 1667 | 0.007798 | 0.517696 | 0.020996 | 0.032394 | 0.371326 | 0.482304 | 0.034193 | 0.349130 | 0.025795 | 0.066587 | 0.046791 | 0.720456 | 7977.52 |
| 267 | 316 | 0.96 | 1533 | 0.045010 | 0.496412 | 0.043053 | 0.029354 | 0.400522 | 0.503588 | 0.025440 | 0.426614 | 0.035877 | 0.054795 | 0.078930 | 0.827136 | 8346.05 |
| 268 | 317 | 0.94 | 1895 | 0.247493 | 0.486016 | 0.058575 | 0.078100 | 0.335620 | 0.513984 | 0.079683 | 0.362005 | 0.063852 | 0.157784 | 0.122427 | 0.697625 | 7842.51 |
| 269 | 318 | 0.97 | 2220 | 0.071171 | 0.487838 | 0.018018 | 0.044595 | 0.407207 | 0.512162 | 0.050450 | 0.420270 | 0.024775 | 0.095045 | 0.042793 | 0.827477 | 7519.21 |
| 270 | 319 | 0.96 | 571 | 0.185639 | 0.460595 | 0.005254 | 0.021016 | 0.432574 | 0.539405 | 0.035026 | 0.476357 | 0.021016 | 0.056042 | 0.026270 | 0.908932 | 10360.40 |
| 271 | 320 | 0.97 | 1935 | 0.109044 | 0.473902 | 0.027390 | 0.050646 | 0.375711 | 0.526098 | 0.047028 | 0.430491 | 0.033592 | 0.097674 | 0.060982 | 0.806202 | 7995.72 |
| 272 | 324 | 0.80 | 520 | 0.682692 | 0.494231 | 0.005769 | 0.482692 | 0.000000 | 0.505769 | 0.492308 | 0.005769 | 0.005769 | 0.975000 | 0.011538 | 0.005769 | 9794.46 |
| 273 | 326 | 0.60 | 461 | 0.709328 | 0.498915 | 0.008677 | 0.483731 | 0.000000 | 0.501085 | 0.483731 | 0.002169 | 0.015184 | 0.967462 | 0.023861 | 0.002169 | 10769.02 |